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This lecture covers the design of a data structure for fast interval queries on a complete binary tree, focusing on storing extra information at each node to efficiently compute max values within a given interval. The instructor explains the preparation of the data structure in O(n) time and the query answering process in O(log n) time, ensuring optimal performance.
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